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Come collegare un'AI ai tuoi documenti (TUTORIAL)
In questo video vediamo come collegare un'Intelligenza Artificiale ai tuoi documenti utilizzando il sistema RAG (Retrieval-Augmented Generation). Vedremo inoltre come creare un assistente AI capace di rispondere a domande basate su documenti come procedure, manuali, o template aziendali. Infine esploreremo la piattaforma di Prem AI che, anche senza competenze di programmazione, ti permette di realizzare un sistema AI completo in pochi click. E se sei uno sviluppatore, Prem ti offre anche API e strumenti avanzati per integrare facilmente l'AI nei tuoi progetti. Ecco il link alla piattaforma di Prem: https://www.premai.io/ Esplora i lavori Tech selezionati per te (RAL in chiaro)👇🏼 https://jobs.datapizza.tech Segui Datapizza sui Social 👇🏼 La nostra Newsletter: https://datapizza.tech/#newsletter Mappa dei Salari: https://salaries.datapizza.tech/ Instagram: https://instagram.com/datapizza LinkedIn: https://it.linkedin.com/company/datapizza Community Telegram: https://t.me/datapizza Spotify Podcast: https://open.spotify.com/show/6TMBvIx2tWVA8AEPDU027j?si=f08025f720884068
Language Model Merging - Techniques, Tools, and Implementations
Model merging is an innovative approach in the field of language modeling that allows researchers and practitioners to combine multiple models into a single, more capable model without the need for additional training. This technique addresses the challenges of building high-performance models, which typically require significant time, resources, and computational power. Resources: Code: https://github.com/ALucek/language-model-merging Mergekit: https://github.com/arcee-ai/mergekit Julien Simon Model Merging Pt.1: https://youtu.be/cvOpX75Kz4M?si=Q91k0viO5e4seNRN Julien Simon Model Merging Pt.2: https://youtu.be/qbAvOgGmFuE?si=9DtMm3tEamjuX1kk Models Shown: Gemma w/Model Stock: https://huggingface.co/AdamLucek/gemma2-2b-it-chinese-german Llama w/SLERP: https://huggingface.co/AdamLucek/llama3-8b-code-sql-slerp Phi w/DELLA: https://huggingface.co/AdamLucek/Phi-3-mini-EmoMarketing-DELLA Mistral w/MoE: https://huggingface.co/AdamLucek/EduMixtral-4x7B Useful Blogs: Merging Models With Mergekit: https://huggingface.co/blog/mlabonne/merge-models Create a MoE: https://mlabonne.github.io/blog/posts/2024-03-28_Create_Mixture_of_Experts_with_MergeKit.html Model Merging: https://blog.premai.io/model-merging/ Papers: Model Soups: https://arxiv.org/pdf/2203.05482 SLERP: https://en.wikipedia.org/wiki/Slerp Task Arithmetic: https://arxiv.org/pdf/2212.04089 TIES: https://arxiv.org/pdf/2306.01708 DARE: https://arxiv.org/pdf/2311.03099 Model Breadcrumbs: https://arxiv.org/pdf/2312.06795 Model Stock: https://arxiv.org/pdf/2403.19522 DELLA: https://arxiv.org/pdf/2406.11617 Mixture of Experts: https://arxiv.org/pdf/2401.04088 Chapters: 00:00 - Intro 01:51 - Method: Linear (Model Soups) 03:14 - Method: SLERP (Spherical Interpolation) 05:14 - Method: Task Arithmetic 08:14 - Method: TIES (Trim & Elect Signs) 11:39 - Method: DARE (Drop & Rescale) 13:26 - Method: Model Breadcrumbs 15:09 - Method: Model Stock 16:58 - Method: DELLA (Drop & Rescale via Sampling with Magnitude) 18:33 - Method: Passthrough (Frankenmerging) 20:02 - Method: Mixture of Experts 21:57 - Merging Your Own Models 22:35 - Showcase: Gemma 2 2B w/Model Stock 23:39 - Showcase: Llama 3 8B w/Slerp 24:19 - Showcase: Phi 3 Mini w/DELLA 24:58 - Showcase: Mistral 7b w/Mixture of Experts 25:26 - How To: Understanding Mergekit 26:29 - How To: Picking Models & Method 27:03 - How To: Config File Setup 28:54 - How To: Merging the Models 31:32 - How To: Testing the Merged Model 34:36 - How To: Concluding Merging #ai #machinelearning #coding
Prem AI | Every AI Model in one free platform
🚀 Discover PremAI: Your Gateway to Free LLM Models! 🤖 Unlock the power of AI with PremAI, the game-changing platform that gives you access to multiple LLM models for free! In this video, we'll explore how PremAI works and why it's a must-have tool for developers and AI enthusiasts. 🕒 Timestamps: 0:00 - Introduction to PremAI 0:17 - Sign-up process 0:34 - Available LLM models 0:54 - Dashboard overview 1:20 - Playground feature 1:51 - Chat option 2:09 - Repo and document attachment 2:27 - Launched Model feature 2:36 - Traces and usage history 2:42 - GYM section (model training) 2:48 - Setup tab for developers 2:58 - Generating PremAI API key 🔑 Key Features: • Access to popular models like GPT-4o, Claude-3.5-Sonnet, LLaMA-3-8b, and more • Uncensored models available • Multi-model chat in Playground • Custom document attachment • Model fine-tuning options 👨💻 For Developers: PremAI offers easy API integration for your projects. Check out the Setup tab for JavaScript and Python implementation details. 🔗 Useful Links: • PremAI Website: https://www.premai.io • API Documentation: https://docs.premai.io/introduction Don't miss out on this powerful AI tool that's completely free to use! Like, subscribe, and hit the notification bell to stay updated on more free AI tools and tutorials. #PremAI #ArtificialIntelligence #FreeLLM #DeveloperTools #AITutorial
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